When you file your taxes does the amount you contributed to your 401k plan come off your gross amount for the year?

Yes it does, your employer should have already subtracted this amount from your earnings, and specified it in a separate space on your w-2. Your gross earnings for the year should have already been reduced by the untaxable amount. You do not subtract it again.